Obtaining total number of records from .tfrecords file in Tensorflow

To count the number of records, you should be able to use tf.python_io.tf_record_iterator.

c = 0
for fn in tf_records_filenames:
  for record in tf.python_io.tf_record_iterator(fn):
     c += 1

To just keep track of the model training, tensorboard comes in handy.